Index

A

add_interpreter() (sinr.graph_embeddings.InterpretableDimension method)

B

binarize() (sinr.graph_embeddings.SINrVectors method) build() (sinr.graph_embeddings.InterpretableWordsModelBuilder method) (sinr.graph_embeddings.ModelBuilder method) (sinr.graph_embeddings.OnlyGraphModelBuilder method) (sinr.graph_embeddings.ThresholdedModelBuilder method)

C

clf_fit() (in module sinr.text.evaluate) clf_score() (in module sinr.text.evaluate) clf_xgb_interpretability() (in module sinr.text.evaluate) compare_stereotypes() (sinr.viz.SINrViz method) compute_NP() (in module sinr.nfm)

compute_NR() (in module sinr.nfm) construct_cooccurrence_matrix() (in module sinr.text.cooccurrence_cython) Cooccurrence (class in sinr.text.cooccurrence) Corpus (class in sinr.text.preprocess) cosine_dist() (sinr.graph_embeddings.SINrVectors method) cosine_sim() (sinr.graph_embeddings.SINrVectors method)

D

detect_communities() (sinr.graph_embeddings.SINr method) dim_nnz_count() (sinr.graph_embeddings.SINrVectors method) dim_nnz_thresholds() (sinr.graph_embeddings.SINrVectors method) DimensionFilteredException

dist_ratio() (in module sinr.text.evaluate) dist_ratio_dim() (in module sinr.text.evaluate) distributed_degree() (in module sinr.nfm) do_txt_to_vrt() (sinr.text.preprocess.VRTMaker method)

E

eval_similarity() (in module sinr.text.evaluate)

extract_embeddings() (sinr.graph_embeddings.SINr method) extract_text() (in module sinr.text.preprocess)

F

fetch_data_MEN() (in module sinr.text.evaluate) fetch_data_SCWS() (in module sinr.text.evaluate)

fetch_data_WS353() (in module sinr.text.evaluate) fetch_SimLex() (in module sinr.text.evaluate) fit() (sinr.text.cooccurrence.Cooccurrence method)

G

get_communities() (sinr.graph_embeddings.SINr method) get_communities_as_labels_sets() (sinr.graph_embeddings.SINrVectors method) get_community_membership() (sinr.graph_embeddings.SINrVectors method) get_community_sets() (sinr.graph_embeddings.SINrVectors method) get_community_weights() (in module sinr.nfm) get_compact_lgcc() (in module sinr.graph_embeddings) get_cooc_graph() (sinr.graph_embeddings.SINr method) get_dict() (sinr.graph_embeddings.InterpretableDimension method) get_dimension_descriptors() (sinr.graph_embeddings.SINrVectors method) get_dimension_descriptors_idx() (sinr.graph_embeddings.SINrVectors method) get_dimension_stereotypes() (sinr.graph_embeddings.SINrVectors method) get_dimension_stereotypes_idx() (sinr.graph_embeddings.SINrVectors method) get_graph_from_matrix() (in module sinr.graph_embeddings) get_idx() (sinr.graph_embeddings.InterpretableDimension method) get_interpreter() (sinr.graph_embeddings.InterpretableDimension method) get_interpreters() (sinr.graph_embeddings.InterpretableDimension method) get_lgcc() (in module sinr.graph_embeddings) get_matching_communities() (sinr.graph_embeddings.SINrVectors method) get_membership() (in module sinr.nfm) get_my_vector() (sinr.graph_embeddings.SINrVectors method)

get_nfm() (sinr.graph_embeddings.SINr method) get_nfm_embeddings() (in module sinr.nfm) get_nnv() (sinr.graph_embeddings.SINrVectors method) get_nnz() (sinr.graph_embeddings.SINrVectors method) get_np() (sinr.graph_embeddings.SINr method) get_nr() (sinr.graph_embeddings.SINr method) get_number_of_dimensions() (sinr.graph_embeddings.SINrVectors method) get_nz_dims() (sinr.graph_embeddings.SINrVectors method) get_obj_descriptors() (sinr.graph_embeddings.SINrVectors method) get_obj_stereotypes() (sinr.graph_embeddings.SINrVectors method) get_obj_stereotypes_and_descriptors() (sinr.graph_embeddings.SINrVectors method) get_out_of_LgCC_coms() (sinr.graph_embeddings.SINr method) get_topk_dims() (sinr.graph_embeddings.SINrVectors method) get_union_topk() (sinr.graph_embeddings.SINrVectors method) get_value() (sinr.graph_embeddings.InterpretableDimension method) get_value_dim_per_word() (sinr.graph_embeddings.SINrVectors method) get_value_obj_dim() (sinr.graph_embeddings.SINrVectors method) get_vectors_using_self_space() (sinr.graph_embeddings.SINrVectors method) get_vocabulary() (sinr.graph_embeddings.SINr method) get_vocabulary_size() (sinr.graph_embeddings.SINrVectors method) get_wrd_to_id() (sinr.graph_embeddings.SINr method)

I

inter_sim() (sinr.graph_embeddings.SINrVectors method) InterpretableDimension (class in sinr.graph_embeddings)

InterpretableWordsModelBuilder (class in sinr.graph_embeddings) intra_sim() (sinr.graph_embeddings.SINrVectors method)

L

labels (sinr.graph_embeddings.SINrVectors attribute) LANGUAGE_EN (sinr.text.preprocess.Corpus attribute) LANGUAGE_FR (sinr.text.preprocess.Corpus attribute) light_model_save() (sinr.graph_embeddings.SINrVectors method) load() (sinr.graph_embeddings.SINrVectors method) (sinr.text.cooccurrence.Cooccurrence class method)

load_adj_mat() (in module sinr.strategy_loader) load_from_adjacency_matrix() (sinr.graph_embeddings.SINr class method) load_from_cooc_pkl() (sinr.graph_embeddings.SINr class method) load_from_graph() (sinr.graph_embeddings.SINr class method) load_from_w2v() (sinr.graph_embeddings.SINrVectors class method) load_pkl_text() (in module sinr.strategy_loader)

M

ModelBuilder (class in sinr.graph_embeddings) module sinr sinr.graph_embeddings sinr.logger sinr.nfm sinr.strategy_loader sinr.text sinr.text.cooccurrence sinr.text.cooccurrence_cython sinr.text.evaluate sinr.text.pmi sinr.text.preprocess sinr.viz

most_similar() (sinr.graph_embeddings.SINrVectors method)

N

NoCommunityDetectedException NoEmbeddingExtractedException

NoInterpretabilityException NoIntruderPickableException NoVocabularyException

O

obj_nnz_count() (sinr.graph_embeddings.SINrVectors method)

OnlyGraphModelBuilder (class in sinr.graph_embeddings) open_corpus() (in module sinr.text.preprocess)

P

pct_nnz() (sinr.graph_embeddings.SINrVectors method) pick_intruder() (sinr.graph_embeddings.SINrVectors method)

pmi() (in module sinr.text.pmi) pmi_filter() (in module sinr.text.pmi)

R

REGISTER_NEWS (sinr.text.preprocess.Corpus attribute) REGISTER_WEB (sinr.text.preprocess.Corpus attribute)

remove_communities_dim_nnz() (sinr.graph_embeddings.SINrVectors method) run() (sinr.graph_embeddings.SINr method)

S

save() (sinr.graph_embeddings.SINrVectors method) (sinr.text.cooccurrence.Cooccurrence method) set_communities() (sinr.graph_embeddings.SINrVectors method) set_graph() (sinr.graph_embeddings.SINrVectors method) set_n_jobs() (sinr.graph_embeddings.SINrVectors method) set_np() (sinr.graph_embeddings.SINrVectors method) set_vectors() (sinr.graph_embeddings.SINrVectors method) set_vocabulary() (sinr.graph_embeddings.SINrVectors method) similarity_MEN_WS353_SCWS() (in module sinr.text.evaluate) sinr module SINr (class in sinr.graph_embeddings) sinr.graph_embeddings module sinr.logger module sinr.nfm module sinr.strategy_loader module

sinr.text module sinr.text.cooccurrence module sinr.text.cooccurrence_cython module sinr.text.evaluate module sinr.text.pmi module sinr.text.preprocess module sinr.viz module SINrVectors (class in sinr.graph_embeddings) SINrViz (class in sinr.viz) size_of_voc() (sinr.graph_embeddings.SINr method) sort() (sinr.graph_embeddings.InterpretableDimension method) sparsify() (sinr.graph_embeddings.SINrVectors method)

T

ThresholdedModelBuilder (class in sinr.graph_embeddings)

topk() (sinr.graph_embeddings.InterpretableDimension method) transfert_communities_labels() (sinr.graph_embeddings.SINr method)

V

vectorizer() (in module sinr.text.evaluate)

VRTMaker (class in sinr.text.preprocess)

W

with_all() (sinr.graph_embeddings.ModelBuilder method) with_communities() (sinr.graph_embeddings.ModelBuilder method) with_embeddings_nfm() (sinr.graph_embeddings.ModelBuilder method) with_embeddings_nr() (sinr.graph_embeddings.ModelBuilder method)

with_graph() (sinr.graph_embeddings.ModelBuilder method) with_np() (sinr.graph_embeddings.ModelBuilder method) with_value() (sinr.graph_embeddings.InterpretableDimension method) with_vocabulary() (sinr.graph_embeddings.ModelBuilder method)